The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-03-05"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "116065803 (up from 115617955 yesterday: 0.39 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2580166 (up from 2570165 yesterday: 0.39 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 7854854

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.22



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28894541 67397 0.23 1402268 522877 1769 0.34 1.81
India 11192045 18284 0.16 299299 157656 108 0.07 1.41
Brazil 10869227 75495 0.70 1103772 262770 1800 0.69 2.42
Russia 4252876 10906 0.26 254978 86821 453 0.52 2.04
United Kingdom 4219788 6024 0.14 194210 124495 236 0.19 2.95
France 3918937 23507 0.60 432264 88427 439 0.50 2.26
Spain 3149012 6654 0.21 92977 71138 637 0.90 2.26
Italy 3023129 24010 0.80 325833 99271 297 0.30 3.28
Turkey 2757460 11302 0.41 185270 28901 62 0.21 1.05
Germany 2493887 9581 0.39 163465 71852 298 0.42 2.88
Colombia 2269582 3371 0.15 84413 60300 111 0.18 2.66
Argentina 2141854 7891 0.37 126358 52784 140 0.27 2.46
Mexico 2119305 6797 0.32 140351 189578 712 0.38 8.95
Poland 1766490 15831 0.90 189454 44912 263 0.59 2.54
Iran 1673470 8367 0.50 169717 60512 81 0.13 3.62
South Africa 1518979 1313 0.09 31298 50566 104 0.21 3.33
Ukraine 1433200 10273 0.72 125394 28227 181 0.65 1.97
Indonesia 1368069 6971 0.51 166210 37026 129 0.35 2.71
Peru 1349847 4878 0.36 137538 47306 217 0.46 3.50
Czechia 1299002 14714 1.15 225036 21325 197 0.93 1.64
Netherlands 1125299 4733 0.42 89458 15890 33 0.21 1.41
Canada 886782 2967 0.34 62171 22183 31 0.14 2.50
Chile 845450 5331 0.63 76979 20928 90 0.43 2.48
Romania 820931 4342 0.53 63255 20785 101 0.49 2.53
Portugal 808405 949 0.12 27182 16486 28 0.17 2.04
Israel 796465 3058 0.39 77719 5834 12 0.21 0.73
Belgium 783010 2759 0.35 47790 22215 19 0.09 2.84
Iraq 719121 5127 0.72 79683 13537 30 0.22 1.88
Sweden 684961 4831 0.71 76550 13003 26 0.20 1.90
Pakistan 588728 1714 0.29 27103 13166 38 0.29 2.24
Philippines 587704 3037 0.52 42404 12423 19 0.15 2.11
Switzerland 562290 1222 0.22 21563 10041 19 0.19 1.79
Bangladesh 549184 635 0.12 9209 8441 6 0.07 1.54
Morocco 485567 420 0.09 7911 8673 4 0.05 1.79
Serbia 478878 4071 0.86 61007 4525 17 0.38 0.94
Austria 470314 2668 0.57 39444 8669 17 0.20 1.84
Hungary 452547 6369 1.43 68812 15619 143 0.92 3.45
Japan 437222 1129 0.26 23781 8190 55 0.68 1.87
Jordan 417934 4584 1.11 74371 4862 29 0.60 1.16
United Arab Emirates 405277 3072 0.76 62303 1296 10 0.78 0.32
Lebanon 390070 3202 0.83 55977 4971 52 1.06 1.27
Saudi Arabia 379092 384 0.10 7019 6519 5 0.08 1.72
Panama 343743 462 0.13 12758 5907 12 0.20 1.72
Slovakia 319582 2423 0.76 45678 7665 105 1.39 2.40
Malaysia 310097 2154 0.70 51791 1159 6 0.52 0.37
Belarus 293103 1482 0.51 27819 2020 9 0.45 0.69
Ecuador 291070 1335 0.46 27553 15997 38 0.24 5.50
Nepal 274608 120 0.04 2051 3010 232 8.35 1.10
Georgia 272262 390 0.14 7597 3563 10 0.28 1.31
Kazakhstan 266803 874 0.33 17241 3177 2 0.06 1.19
Bulgaria 258385 3004 1.18 29375 10571 65 0.62 4.09
Bolivia 253297 937 0.37 18199 11789 28 0.24 4.65
Croatia 245462 590 0.24 8382 5570 6 0.11 2.27
Dominican Republic 242087 695 0.29 14323 3150 11 0.35 1.30
Tunisia 236356 713 0.30 14901 8130 24 0.30 3.44
Azerbaijan 236012 365 0.15 4172 3235 3 0.09 1.37
Ireland 222169 520 0.23 14449 4405 9 0.20 1.98
Denmark 214621 614 0.29 10141 2378 3 0.13 1.11
Costa Rica 206640 347 0.17 7453 2833 4 0.14 1.37
Greece 201677 2181 1.09 31433 6664 32 0.48 3.30
Lithuania 201335 437 0.22 11670 3303 9 0.27 1.64
Kuwait 198110 1613 0.82 22058 1113 8 0.72 0.56
Slovenia 194165 880 0.46 16032 3882 4 0.10 2.00
West Bank and Gaza 193029 1826 0.96 26829 2110 19 0.91 1.09
Moldova 192985 1788 0.94 24159 4071 22 0.54 2.11
Egypt 185334 579 0.31 12732 10916 45 0.41 5.89
Guatemala 177716 840 0.47 11433 6455 20 0.31 3.63
Armenia 173749 442 0.26 4919 3215 7 0.22 1.85
Honduras 172577 0 0.00 13553 4231 0 0.00 2.45
Qatar 166015 469 0.28 9664 261 1 0.38 0.16
Paraguay 165811 1501 0.91 23213 3278 22 0.68 1.98
Ethiopia 164073 1119 0.69 18525 2404 10 0.42 1.47
Nigeria 158042 371 0.24 13521 1954 3 0.15 1.24
Oman 142896 0 0.00 6274 1583 0 0.00 1.11
Burma 142000 0 0.00 457 3200 0 0.00 2.25
Venezuela 141356 396 0.28 9097 1371 7 0.51 0.97
Libya 137482 895 0.66 10601 2236 3 0.13 1.63
Bosnia and Herzegovina 135513 621 0.46 10111 5228 28 0.54 3.86
Bahrain 125514 657 0.53 14202 468 6 1.30 0.37
Algeria 113948 187 0.16 3645 3007 5 0.17 2.64
Albania 111301 780 0.71 20466 1897 21 1.12 1.70
Kenya 107729 400 0.37 5116 1873 3 0.16 1.74
North Macedonia 106110 841 0.80 9592 3176 11 0.35 2.99
China 101076 21 0.02 517 4837 0 0.00 4.79

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3592560 4993 0.14 121249 53854 388 0.73 1.50 90922.75 1362.97 1 in 11
Texas 2688975 5589 0.21 134133 45047 290 0.65 1.68 92736.45 1553.57 1 in 11
Florida 1936207 5975 0.31 121785 31522 135 0.43 1.63 90149.49 1467.66 1 in 11
New York 1678867 8151 0.49 156082 48153 104 0.22 2.87 86301.27 2475.28 1 in 12
Illinois 1194629 1452 0.12 36198 22947 45 0.20 1.92 94274.45 1810.87 1 in 11
Georgia 1019509 2081 0.20 60524 17815 65 0.37 1.75 96022.26 1677.90 1 in 10
Ohio 976230 1750 0.18 41488 17502 0 0.00 1.79 83516.27 1497.29 1 in 12
Pennsylvania 946734 2801 0.30 55599 24255 47 0.19 2.56 73952.10 1894.63 1 in 14
North Carolina 870149 2093 0.24 55555 11446 47 0.41 1.32 82965.49 1091.33 1 in 12
Arizona 823384 2276 0.28 29852 16269 84 0.52 1.98 108128.11 2136.47 1 in 9
New Jersey 806370 3701 0.46 66308 23521 30 0.13 2.92 90785.04 2648.11 1 in 11
Tennessee 780894 1445 0.19 26615 11534 33 0.29 1.48 114279.84 1687.94 1 in 9
Indiana 665285 839 0.13 18860 12697 34 0.27 1.91 98821.06 1886.01 1 in 10
Michigan 654380 1791 0.27 26368 16601 12 0.07 2.54 65524.12 1662.28 1 in 15
Wisconsin 620663 721 0.12 14878 7094 12 0.17 1.14 106598.55 1218.39 1 in 9
Massachusetts 588209 1899 0.32 34397 16322 26 0.16 2.77 84640.44 2348.66 1 in 12
Virginia 583060 1652 0.28 38851 9428 71 0.76 1.62 68309.85 1104.56 1 in 15
South Carolina 523258 1695 0.32 43101 8699 39 0.45 1.66 101628.87 1689.55 1 in 10
Alabama 498887 811 0.16 20220 10122 28 0.28 2.03 101747.54 2064.37 1 in 10
Missouri 497200 387 0.08 11031 8501 13 0.15 1.71 81011.13 1385.11 1 in 12
Minnesota 488170 796 0.16 16319 6602 13 0.20 1.35 86560.61 1170.64 1 in 12
Colorado 434654 1633 0.38 22880 5986 12 0.20 1.38 75477.33 1039.46 1 in 13
Louisiana 433045 518 0.12 14460 9716 30 0.31 2.24 93152.12 2090.00 1 in 11
Oklahoma 427558 917 0.21 16740 4534 0 0.00 1.06 108051.84 1145.83 1 in 9
Kentucky 409345 905 0.22 23019 4754 22 0.46 1.16 91623.76 1064.09 1 in 11
Maryland 385678 913 0.24 16701 7930 8 0.10 2.06 63793.98 1311.68 1 in 16
Utah 373868 1160 0.31 14227 1970 15 0.77 0.53 116616.62 614.48 1 in 9
Washington 343868 778 0.23 16701 5041 9 0.18 1.47 45157.30 661.99 1 in 22
Iowa 338781 1156 0.34 10216 5549 13 0.23 1.64 107376.70 1758.76 1 in 9
Arkansas 324326 570 0.18 12718 5283 10 0.19 1.63 107470.12 1750.60 1 in 9
Kansas 297989 515 0.17 9514 4779 7 0.15 1.60 102285.23 1640.40 1 in 10
Mississippi 296745 591 0.20 11097 6783 19 0.28 2.29 99707.71 2279.12 1 in 10
Nevada 295460 391 0.13 8437 5020 15 0.30 1.70 95923.71 1629.79 1 in 10
Connecticut 285330 830 0.29 17993 7704 11 0.14 2.70 80030.02 2160.84 1 in 12
Nebraska 202310 337 0.17 6825 2112 20 0.96 1.04 104584.97 1091.81 1 in 10
New Mexico 186460 304 0.16 6736 3787 18 0.48 2.03 88924.75 1806.06 1 in 11
Idaho 172827 240 0.14 5602 1876 0 0.00 1.09 96440.14 1046.84 1 in 10
Oregon 156884 211 0.13 7308 2293 9 0.39 1.46 37196.25 543.66 1 in 27
West Virginia 132964 287 0.22 6077 2318 9 0.39 1.74 74400.15 1297.04 1 in 13
Rhode Island 128121 394 0.31 7300 2541 2 0.08 1.98 120941.78 2398.62 1 in 8
South Dakota 113229 164 0.15 3161 1896 0 0.00 1.67 127991.69 2143.20 1 in 8
Puerto Rico 101066 199 0.20 4142 2056 3 0.15 2.03 31645.49 643.77 1 in 32
Montana 100656 125 0.12 3593 1379 4 0.29 1.37 94178.59 1290.26 1 in 11
North Dakota 100278 94 0.09 1812 1478 0 0.00 1.47 131587.72 1939.47 1 in 8
Delaware 87874 231 0.26 5611 1453 9 0.62 1.65 90241.58 1492.15 1 in 11
New Hampshire 76422 244 0.32 6100 1178 0 0.00 1.54 56204.59 866.36 1 in 18
Alaska 59285 147 0.25 2880 305 2 0.66 0.51 81040.81 416.93 1 in 12
Wyoming 54764 79 0.14 1678 682 0 0.00 1.25 94623.15 1178.38 1 in 11
Maine 45456 225 0.50 3191 704 -1 -0.14 1.55 33816.09 523.73 1 in 30
District of Columbia 41122 108 0.26 2452 1027 3 0.29 2.50 58267.17 1455.19 1 in 17
Hawaii 27979 89 0.32 1021 442 2 0.45 1.58 19760.97 312.18 1 in 51
Vermont 15819 133 0.85 2404 207 0 0.00 1.31 25351.41 331.74 1 in 39

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 49294503 3592560 7.29 4169062 121249 2.91 1247576.1
2 Texas 19820052 2688975 13.57 1214298 134133 11.05 683547.2
3 Florida 22186763 1936207 8.73 1843640 121785 6.61 1033012.1
4 New York 39194200 1678867 4.28 4645519 156082 3.36 2014757.1
5 Illinois 18492848 1194629 6.46 1470929 36198 2.46 1459367.8
6 Georgia 7315477 1019509 13.94 522517 60524 11.58 689006.8
7 Ohio 10187678 976230 9.58 663018 41488 6.26 871553.7
8 Pennsylvania 10629284 946734 8.91 901556 55599 6.17 830283.8
9 North Carolina 9650184 870149 9.02 43547 55555 127.57 920109.3
10 Arizona 3818450 823384 21.56 213281 29852 14.00 501445.0
11 New Jersey 10993311 806370 7.34 985513 66308 6.73 1237680.2
12 Tennessee 6856581 780894 11.39 165596 26615 16.07 1003425.5
13 Indiana 8171222 665285 8.14 701009 18860 2.69 1213748.7
14 Michigan 10584735 654380 6.18 779053 26368 3.38 1059866.5
15 Wisconsin 7037081 620663 8.82 582937 14878 2.55 1208615.0
16 Massachusetts 16628614 588209 3.54 1890870 34397 1.82 2392777.4
17 Virginia 5996828 583060 9.72 442873 38851 8.77 702573.3
18 South Carolina 5126807 523258 10.21 530842 43101 8.12 995745.2
19 Alabama 2316127 498887 21.54 97984 20220 20.64 472371.9
20 Missouri 4541067 497200 10.95 230005 11031 4.80 739897.4
21 Minnesota 7058033 488170 6.92 522315 16319 3.12 1251505.9
22 Colorado 6343360 434654 6.85 544002 22880 4.21 1101519.5
23 Louisiana 5674146 433045 7.63 367864 14460 3.93 1220563.0
24 Oklahoma 3562618 427558 12.00 204166 16740 8.20 900339.7
25 Kentucky 3969899 409345 10.31 219212 23019 10.50 888583.2
26 Maryland 8024078 385678 4.81 635464 16701 2.63 1327241.6
27 Utah 2895082 373868 12.91 171749 14227 8.28 903031.8
28 Washington 5344402 343868 6.43 504326 16701 3.31 701835.5
29 Iowa 1323369 338781 25.60 45878 10216 22.27 419442.0
30 Arkansas 2728103 324326 11.89 158159 12718 8.04 903996.4
31 Kansas 1270547 297989 23.45 52958 9514 17.97 436117.4
32 Mississippi 1756119 296745 16.90 109834 11097 10.10 590064.2
33 Nevada 2754332 295460 10.73 163686 8437 5.15 894218.3
34 Connecticut 6520366 285330 4.38 305821 17993 5.88 1828847.4
35 Nebraska 2411545 202310 8.39 180099 6825 3.79 1246657.9
36 New Mexico 2757994 186460 6.76 245893 6736 2.74 1315316.6
37 Idaho 644796 172827 26.80 24853 5602 22.54 359806.2
38 Oregon 3798067 156884 4.13 433690 7308 1.69 900498.8
39 West Virginia 2218488 132964 5.99 150016 6077 4.05 1241357.3
40 Rhode Island 3087981 128121 4.15 351008 7300 2.08 2914946.8
41 South Dakota 698456 113229 16.21 286280 3161 1.10 789520.0
43 Montana 1096913 100656 9.18 81908 3593 4.39 1026324.5
44 North Dakota 1422537 100278 7.05 46324 1812 3.91 1866694.6
45 Delaware 1417318 87874 6.20 117043 5611 4.79 1455504.6
46 New Hampshire 1481488 76422 5.16 140007 6100 4.36 1089560.9
47 Alaska 1731628 59285 3.42 147080 2880 1.96 2367083.4
48 Wyoming 649293 54764 8.43 44715 1678 3.75 1121871.1
49 Maine 1644587 45456 2.76 147809 3191 2.16 1223458.1
50 District of Columbia 1247637 41122 3.30 96153 2452 2.55 1767819.7
51 Hawaii 1136395 27979 2.46 112843 1021 0.90 802611.4
52 Vermont 1107296 15819 1.43 145754 2404 1.65 1774544.1

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6878580 623952 5210 0.84 9.07 4804 543 76128 28638 4.59
Veneto 5213735 339742 1505 0.44 6.52 878 129 27440 9936 2.92
Campania 3041179 279818 2842 1.03 9.20 1358 140 85210 4427 1.58
Emilia-Romagna 4026645 273376 3246 1.20 6.79 2663 266 50314 10721 3.92
Piemonte 2687380 255885 2283 0.90 9.52 2223 185 20501 9461 3.70
Lazio 4279701 241207 1525 0.64 5.64 1872 248 36562 6016 2.49
Toscana 2837853 161803 1231 0.77 5.70 1053 183 20152 4761 2.94
Sicilia 2563608 155220 519 0.34 6.05 670 120 22678 4213 2.71
Puglia 1603289 152819 1418 0.94 9.53 1282 161 34250 4072 2.66
Liguria 1067494 79744 338 0.43 7.47 517 56 5793 3674 4.61
Friuli Venezia Giulia 1389420 79622 823 1.04 5.73 396 64 11393 2888 3.63
Marche 864775 71423 1027 1.46 8.26 593 92 10203 2307 3.23
Abruzzo 1050587 56503 473 0.84 5.38 657 87 13116 1766 3.13
P.A. Bolzano 854830 54924 230 0.42 6.43 194 36 6336 1052 1.92
Umbria 841887 45914 295 0.65 5.45 431 86 7603 1082 2.36
Sardegna 789675 41577 89 0.21 5.27 192 25 12686 1179 2.84
Calabria 596010 38849 260 0.67 6.52 211 23 6387 700 1.80
P.A. Trento 626272 35327 406 1.16 5.64 179 48 3913 1216 3.44
Basilicata 258034 16267 164 1.02 6.30 95 12 3876 376 2.31
Molise 166470 11059 137 1.25 6.64 96 19 1758 370 3.35
Valle d’Aosta 79061 8098 15 0.19 10.24 10 2 171 416 5.14

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 311013 848 0.27 7036 12 0.17 2.26 21140.34 478.25 1 in 47
Quebec 291175 798 0.27 10455 10 0.10 3.59 34104.72 1224.57 1 in 29
Alberta 135196 411 0.30 1913 2 0.10 1.41 30634.84 433.48 1 in 33
British Columbia 83107 634 0.77 1380 4 0.29 1.66 16260.68 270.01 1 in 61
Manitoba 32104 53 0.17 904 1 0.11 2.82 23305.70 656.25 1 in 43
Saskatchewan 29432 212 0.73 393 2 0.51 1.34 24907.21 332.58 1 in 40
Nova Scotia 1651 2 0.12 65 0 0.00 3.94 1689.08 66.50 1 in 592
New Brunswick 1447 4 0.28 28 0 0.00 1.94 1855.14 35.90 1 in 539
Newfoundland and Labrador 1003 1 0.10 6 0 0.00 0.60 1923.80 11.51 1 in 520
Nunavut 373 4 1.08 1 0 0.00 0.27 NA NA 1 in NA
Prince Edward Island 136 0 0.00 0 0 NaN 0.00 859.90 0.00 1 in 1163
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 88308.50 1598.03 1 in 11
India 8358.51 117.74 1 in 120
Brazil 51931.33 1255.47 1 in 19
Russia 29431.67 600.84 1 in 34
United Kingdom 63512.76 1873.80 1 in 16
France 58500.33 1320.00 1 in 17
Spain 67488.47 1524.60 1 in 15
Italy 49985.60 1641.39 1 in 20
Turkey 34122.76 357.64 1 in 29
Germany 30123.05 867.88 1 in 33
Colombia 46251.93 1228.86 1 in 22
Argentina 48381.61 1192.32 1 in 21
Mexico 16403.29 1467.32 1 in 61
Poland 46511.06 1182.52 1 in 22
Iran 20619.39 745.59 1 in 48
South Africa 26780.31 891.50 1 in 37
Ukraine NA NA 1 in NA
Indonesia 5182.08 140.25 1 in 193
Peru 41959.81 1470.50 1 in 24
Czechia 121972.02 2002.35 1 in 8

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1200128 21916 1.83
Maricopa Arizona 514132 9286 1.81
Cook Illinois 477381 9428 1.97
Miami-Dade Florida 417447 5530 1.32
Harris Texas 357558 5267 1.47
Riverside California 290904 3892 1.34
San Bernardino California 287513 3116 1.08
Dallas Texas 283638 3521 1.24
San Diego California 262360 3371 1.28
Orange California 262241 4075 1.55
Tarrant Texas 244632 2967 1.21
Clark Nevada 228083 3918 1.72
Queens New York 216033 8877 4.11
Kings New York 215613 9222 4.28
Broward Florida 198387 2438 1.23
Bexar Texas 197784 3008 1.52
Suffolk New York 165289 3114 1.88
Nassau New York 151327 2943 1.94
Bronx New York 147276 5934 4.03
Salt Lake Utah 139590 776 0.56
El Paso Texas 125060 2385 1.91
Palm Beach Florida 122709 2510 2.05
Philadelphia Pennsylvania 119874 3170 2.64
Orange Florida 115818 1117 0.96
Hillsborough Florida 113045 1533 1.36
Middlesex Massachusetts 112945 3472 3.07
Franklin Ohio 112797 1251 1.11
Santa Clara California 111460 1822 1.63
Pima Arizona 110287 2254 2.04
Westchester New York 109516 2118 1.93
Milwaukee Wisconsin 107555 1284 1.19
New York New York 106144 3964 3.73
Kern California 104057 937 0.90
Wayne Michigan 103282 4156 4.02
Hennepin Minnesota 101285 1589 1.57
Mecklenburg North Carolina 97767 874 0.89
Cuyahoga Ohio 96670 1881 1.95
Fresno California 96023 1466 1.53
Sacramento California 94129 1510 1.60
Gwinnett Georgia 93360 983 1.05
Marion Indiana 91058 1653 1.82
Utah Utah 90655 341 0.38
Duval Florida 89491 1193 1.33
St. Louis Missouri 89030 2018 2.27
Shelby Tennessee 87755 1513 1.72
Fulton Georgia 87076 1159 1.33
King Washington 84855 1415 1.67
Essex Massachusetts 84395 2190 2.59
Collin Texas 83820 744 0.89
Providence Rhode Island 83108 1846 2.22
Davidson Tennessee 81978 873 1.06
Fairfield Connecticut 81783 2074 2.54
Oklahoma Oklahoma 81462 758 0.93
Alameda California 81168 1285 1.58
Bergen New Jersey 79796 2632 3.30
Suffolk Massachusetts 79200 1712 2.16
Hidalgo Texas 78770 2679 3.40
Ventura California 78184 883 1.13
Allegheny Pennsylvania 77803 1742 2.24
DuPage Illinois 77506 1205 1.55
Travis Texas 76447 876 1.15
Oakland Michigan 75649 2008 2.65
Wake North Carolina 75405 541 0.72
Essex New Jersey 75189 2700 3.59
Middlesex New Jersey 74044 2123 2.87
Prince George’s Maryland 73994 1338 1.81
Hamilton Ohio 73798 1067 1.45
Jefferson Kentucky 73648 837 1.14
New Haven Connecticut 72947 1933 2.65
Jefferson Alabama 71912 1402 1.95
Tulsa Oklahoma 71329 723 1.01
Hartford Connecticut 71020 2299 3.24
Hudson New Jersey 70791 2023 2.86
Cobb Georgia 70417 932 1.32
Pinellas Florida 67554 1472 2.18
Fairfax Virginia 67399 990 1.47
San Joaquin California 67284 1182 1.76
Denton Texas 66842 668 1.00
Erie New York 66344 1613 2.43
Worcester Massachusetts 66154 2058 3.11
Will Illinois 65561 906 1.38
Greenville South Carolina 64799 891 1.38
Douglas Nebraska 64174 634 0.99
Montgomery Maryland 63796 1424 2.23
Contra Costa California 63142 701 1.11
Denver Colorado 60389 765 1.27
Ocean New Jersey 60087 1887 3.14
Lake Illinois 59972 931 1.55
Macomb Michigan 59941 1973 3.29
Fort Bend Texas 59290 576 0.97
Lee Florida 58529 886 1.51
Monmouth New Jersey 58515 1422 2.43
Richmond New York 58212 1596 2.74
Passaic New Jersey 57929 1707 2.95
Polk Florida 57852 1164 2.01
DeKalb Georgia 57841 862 1.49
Union New Jersey 57833 1786 3.09
Stanislaus California 56602 957 1.69
Bristol Massachusetts 56172 1527 2.72
Montgomery Pennsylvania 54736 1565 2.86

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc